Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Casablanca (1942) 5,806,467
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Casablanca (1942) 5,806,467 Full Monty, The (1997) 45,857,453 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
To Kill a Mockingbird (1962) 20,629,846 Silence of the Lambs, The (1991) 137,332,208 Full Monty, The (1997) 45,857,453
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Rear Window (1954) 6,759,601
Pulp Fiction (1994) 84,022,201 Boot, Das (1981) 11,433,134 Godfather, The (1972) 291,702,411
Full Monty, The (1997) 45,857,453 L.A. Confidential (1997) 64,604,977 Monty Python and the Holy Grail (1974) 1,821,082
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000
Average 154,209,769 Average 255,883,659 Average 80,887,839

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Liar Liar (1997) 277,327,280
Hoop Dreams (1994) 7,830,611
Raising Arizona (1987) 22,847,564
Antonia's Line (1995) 4,823,217
Godfather: Part II, The (1974) 87,973,000
Leaving Las Vegas (1995) 31,968,347
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Butch Cassidy and the Sundance Kid (1969) 145,314,187
It Happened One Night (1934) 2,000,000
Gandhi (1982) 77,737,889
Lawrence of Arabia (1962) 20,652,481
Braveheart (1995) 110,286,945
Schindler's List (1993) 140,409,248
English Patient, The (1996) 111,415,132
Cool Hand Luke (1967) 7,300,000
Shine (1996) 53,830,909
Average 69,378,879
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